{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_22.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mpg= pd.read_csv(\"http://goo.gl/uEeRGu\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  manufacturer model  displ  year  cyl       trans drv  cty  hwy fl    class\n",
       "0         audi    a4    1.8  1999    4    auto(l5)   f   18   29  p  compact\n",
       "1         audi    a4    1.8  1999    4  manual(m5)   f   21   29  p  compact\n",
       "2         audi    a4    2.0  2008    4  manual(m6)   f   20   31  p  compact\n",
       "3         audi    a4    2.0  2008    4    auto(av)   f   21   30  p  compact\n",
       "4         audi    a4    2.8  1999    6    auto(l5)   f   16   26  p  compact"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"3964f852-7fa3-4d43-b664-bea778feab60\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#3964f852-7fa3-4d43-b664-bea778feab60"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 31, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 30, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 25, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 27, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a6 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 4.2, \"hwy\": 23, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 15, \"cty\": 11, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"r\", \"year\": 1999, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.0, \"hwy\": 17, \"cty\": 12, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 23, \"cty\": 15, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"auto(l4)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 25, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 7.0, \"hwy\": 24, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 14, \"cty\": 11, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.5, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 2.4, \"hwy\": 27, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 30, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 3.1, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.5, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 2.4, \"hwy\": 24, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 17, \"cty\": 11, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 22, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 21, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 18, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 17, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 16, \"cty\": 12, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": 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{\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": 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\"hwy\": 25, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 27, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.4, \"hwy\": 17, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"4runner 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"4runner 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 2.2, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.2, \"hwy\": 27, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"auto(l4)\", \"fl\": 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\"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 2.2, \"hwy\": 27, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.2, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 30, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 33, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 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\"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 19, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}]}, \"encoding\": {\"y\": {\"aggregate\": \"count\", \"field\": \"*\"}, \"color\": {\"field\": \"class\", \"type\": \"nominal\"}, \"x\": {\"field\": \"manufacturer\", \"type\": \"nominal\", \"axis\": {\"labelAngle\": -30.0}}}, \"config\": {\"cell\": {\"width\": 500.0, \"height\": 200.0}, \"mark\": {\"barThinSize\": 6.0}}, \"mark\": \"bar\"};\n",
       "var selector = \"#3964f852-7fa3-4d43-b664-bea778feab60\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#3964f852-7fa3-4d43-b664-bea778feab60"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega": "#3964f852-7fa3-4d43-b664-bea778feab60"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "Chart(mpg).mark_bar(barThinSize=6).encode(x=X('manufacturer', axis=Axis(labelAngle=-30)),\n",
    "                            y=Y('count(*)'),\n",
    "                             color='class'\n",
    "                               ).configure_cell(width=500, height=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
